diff --git a/CHANGELOG.md b/CHANGELOG.md index c8b591b..bbdbcb6 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,9 @@ # Changelog +## v0.3.0 (16th Aug 2023) +- `tidyselect` is introduced in a few verbs (methods) which support `start_with`, `ends_with` and `contains`. +- `summarise` now supports returning an iterable within a list as a output, no longer restricts the output to a scalar. + ## v0.2.6 (18th June 2023) - pivot_wider gains a new argument `id_expand` (False by default) diff --git a/docs/_build/doctrees/autoapi/tidypandas/_unexported_utils/index.doctree b/docs/_build/doctrees/autoapi/tidypandas/_unexported_utils/index.doctree index 7f797ca..2288de0 100644 Binary files a/docs/_build/doctrees/autoapi/tidypandas/_unexported_utils/index.doctree and b/docs/_build/doctrees/autoapi/tidypandas/_unexported_utils/index.doctree differ diff --git a/docs/_build/doctrees/autoapi/tidypandas/index.doctree b/docs/_build/doctrees/autoapi/tidypandas/index.doctree index 510d10d..8c2f6fa 100644 Binary files a/docs/_build/doctrees/autoapi/tidypandas/index.doctree and b/docs/_build/doctrees/autoapi/tidypandas/index.doctree differ diff --git a/docs/_build/doctrees/autoapi/tidypandas/tidy_accessor/index.doctree b/docs/_build/doctrees/autoapi/tidypandas/tidy_accessor/index.doctree index a9cc940..bc8bca2 100644 Binary files a/docs/_build/doctrees/autoapi/tidypandas/tidy_accessor/index.doctree and b/docs/_build/doctrees/autoapi/tidypandas/tidy_accessor/index.doctree differ diff --git a/docs/_build/doctrees/autoapi/tidypandas/tidyframe_class/index.doctree b/docs/_build/doctrees/autoapi/tidypandas/tidyframe_class/index.doctree index 8dca8cb..6900daa 100644 Binary files a/docs/_build/doctrees/autoapi/tidypandas/tidyframe_class/index.doctree and b/docs/_build/doctrees/autoapi/tidypandas/tidyframe_class/index.doctree differ diff --git a/docs/_build/doctrees/autoapi/tidypandas/tidyselect/index.doctree b/docs/_build/doctrees/autoapi/tidypandas/tidyselect/index.doctree new file mode 100644 index 0000000..d4a3700 Binary files /dev/null and b/docs/_build/doctrees/autoapi/tidypandas/tidyselect/index.doctree differ diff --git a/docs/_build/doctrees/changelog.doctree b/docs/_build/doctrees/changelog.doctree index d1b1a63..c10b449 100644 Binary files a/docs/_build/doctrees/changelog.doctree and b/docs/_build/doctrees/changelog.doctree differ diff --git a/docs/_build/doctrees/environment.pickle b/docs/_build/doctrees/environment.pickle index c378735..5676054 100644 Binary files a/docs/_build/doctrees/environment.pickle and b/docs/_build/doctrees/environment.pickle differ diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html index fb6ebd4..6943404 100644 --- a/docs/_build/html/_modules/index.html +++ b/docs/_build/html/_modules/index.html @@ -167,6 +167,7 @@

All modules for which code is available

  • tidypandas.tidy_accessor
  • tidypandas.tidy_utils
  • tidypandas.tidyframe_class
    • +
  • tidypandas.tidyselect
    • diff --git a/docs/_build/html/_modules/tidypandas/_unexported_utils.html b/docs/_build/html/_modules/tidypandas/_unexported_utils.html index bedb8b7..a0d0060 100644 --- a/docs/_build/html/_modules/tidypandas/_unexported_utils.html +++ b/docs/_build/html/_modules/tidypandas/_unexported_utils.html @@ -171,6 +171,7 @@

    Source code for tidypandas._unexported_utils

    import pandas as pd
 import inspect
 import pandas.api.types as dtypes
+from tidypandas import tidyselect
 import warnings
 
 
    [docs]def _is_kwargable(func):
@@ -221,6 +222,43 @@ 
    Source code for tidypandas._unexported_utils
    res = False
     
     return res
    
+
+
    [docs]def _is_tidyselect_compatible(x):
+    '''
+    _is_tidyselect_compatible(x)
+    
+    Check whether the input is a string or a tidyselect closure or a list of strings and/or tidyselect closures
+
+    Parameters
+    ----------
+    x : object
+        Any python object
+
+    Returns
+    -------
+    bool
+    True if input is a string or a list of strings
+    
+    Examples
+    --------
+    >>> _is_tidyselect_compatible("bar")      # True
+    >>> _is_tidyselect_compatible(["bar"])    # True
+    >>> _is_tidyselect_compatible(("bar",))   # False
+    >>> _is_tidyselect_compatible(["bar", 1]) # False
+    >>> _is_tidyselect_compatible(["bar", ends_with("_mean")]) # True
+    '''
+    res = False
+    if isinstance(x, str):
+        res = True
+    elif callable(x) and hasattr(tidyselect, x.__name__.lstrip("_").rstrip("_")):
+        res = True
+    elif isinstance(x, list) and len(x) >= 1:
+        if all([isinstance(i, str) or (callable(i) and hasattr(tidyselect, i.__name__.lstrip("_").rstrip("_"))) for i in x]):
+            res = True
+    else:
+        res = False
+    
+    return res
    
     
 
    [docs]def _enlist(x):
     '''
@@ -406,6 +444,17 @@ 
    Source code for tidypandas._unexported_utils
    res = res.union(set(ele))
     return list(res)
    
 
+
    [docs]def _flatten_list(x):
+    res = []
+    for ele in list(x):
+        if isinstance(ele, list):
+            res += ele
+        elif _is_nested(ele):
+            res += _flatten_list(ele)
+        else:
+            res.append(ele)
+    return res
    
+
 
    [docs]def _nested_is_unique(x):
     res = list()
     x = list(x)
diff --git a/docs/_build/html/_modules/tidypandas/tidy_accessor.html b/docs/_build/html/_modules/tidypandas/tidy_accessor.html
index 8b162e1..a7c8216 100644
--- a/docs/_build/html/_modules/tidypandas/tidy_accessor.html
+++ b/docs/_build/html/_modules/tidypandas/tidy_accessor.html
@@ -271,7 +271,7 @@ 
    Source code for tidypandas.tidy_accessor
                                
 
    [docs]    def rename(self, old_new_dict = None, predicate = None, func = None):
         tf = tidyframe(self._obj, copy = False, check = False)
-        res = (tf.rename(old_new_dict = old_new_dict,
+        return (tf.rename(old_new_dict = old_new_dict,
                          predicate = predicate,
                          func = func
                         )
@@ -357,7 +357,7 @@ 
    Source code for tidypandas.tidy_accessor
                        , on_x = None
                    , on_y = None
                    , sort = True
-                   , suffix_y = "_y"
+                   , suffix = ["", "_y"]
                    ):
         tf = tidyframe(self._obj, copy = False, check = False)
         y  = tidyframe(y, copy = False, check = True)
@@ -366,7 +366,7 @@ 
    Source code for tidypandas.tidy_accessor
                                  , on_x = on_x
                              , on_y = on_y
                              , sort = sort
-                             , suffix_y = suffix_y
+                             , suffix = suffix
                              ).to_pandas(copy = False)
    
     
 
    [docs]    def full_join(self
@@ -375,7 +375,7 @@ 
    Source code for tidypandas.tidy_accessor
                        , on_x = None
                    , on_y = None
                    , sort = True
-                   , suffix_y = "_y"
+                   , suffix = ["", "_y"]
                    ):
         tf = tidyframe(self._obj, copy = False, check = False)
         y  = tidyframe(y, copy = False, check = True)
@@ -384,7 +384,7 @@ 
    Source code for tidypandas.tidy_accessor
                                  , on_x = on_x
                              , on_y = on_y
                              , sort = sort
-                             , suffix_y = suffix_y
+                             , suffix = suffix
                              ).to_pandas(copy = False)
    
     
     outer_join = full_join
@@ -395,7 +395,7 @@ 
    Source code for tidypandas.tidy_accessor
                        , on_x = None
                    , on_y = None
                    , sort = True
-                   , suffix_y = "_y"
+                   , suffix = ["", "_y"]
                    ):
         tf = tidyframe(self._obj, copy = False, check = False)
         y  = tidyframe(y, copy = False, check = True)
@@ -404,7 +404,7 @@ 
    Source code for tidypandas.tidy_accessor
                                  , on_x = on_x
                              , on_y = on_y
                              , sort = sort
-                             , suffix_y = suffix_y
+                             , suffix = suffix
                              ).to_pandas(copy = False)
    
                              
 
    [docs]    def right_join(self
@@ -413,7 +413,7 @@ 
    Source code for tidypandas.tidy_accessor
                        , on_x = None
                    , on_y = None
                    , sort = True
-                   , suffix_y = "_y"
+                   , suffix = ["", "_y"]
                    ):
         tf = tidyframe(self._obj, copy = False, check = False)
         y  = tidyframe(y, copy = False, check = True)
@@ -422,7 +422,7 @@ 
    Source code for tidypandas.tidy_accessor
                                  , on_x = on_x
                              , on_y = on_y
                              , sort = sort
-                             , suffix_y = suffix_y
+                             , suffix = suffix
                              ).to_pandas(copy = False)
    
     
 
    [docs]    def semi_join(self
@@ -431,7 +431,6 @@ 
    Source code for tidypandas.tidy_accessor
                        , on_x = None
                    , on_y = None
                    , sort = True
-                   , suffix_y = "_y"
                    ):
         tf = tidyframe(self._obj, copy = False, check = False)
         y  = tidyframe(y, copy = False, check = True)
@@ -440,7 +439,6 @@ 
    Source code for tidypandas.tidy_accessor
                                  , on_x = on_x
                              , on_y = on_y
                              , sort = sort
-                             , suffix_y = suffix_y
                              ).to_pandas(copy = False)
    
                            
 
    [docs]    def anti_join(self
@@ -449,7 +447,6 @@ 
    Source code for tidypandas.tidy_accessor
                        , on_x = None
                    , on_y = None
                    , sort = True
-                   , suffix_y = "_y"
                    ):
         tf = tidyframe(self._obj, copy = False, check = False)
         y  = tidyframe(y, copy = False, check = True)
@@ -458,15 +455,14 @@ 
    Source code for tidypandas.tidy_accessor
                                  , on_x = on_x
                              , on_y = on_y
                              , sort = sort
-                             , suffix_y = suffix_y
                              ).to_pandas(copy = False)
    
     
-
    [docs]    def cross_join(self, y, sort = True, suffix_y = "_y"):
+
    [docs]    def cross_join(self, y, sort = True, suffix = ["","_y"]):
         tf = tidyframe(self._obj, copy = False, check = False)
         y  = tidyframe(y, copy = False, check = True)
         return tf.cross_join(y = y
                              , sort = sort
-                             , suffix_y = suffix_y
+                             , suffix = suffix
                              ).to_pandas(copy = False)
    
     
 
    [docs]    def cbind(self, y):
diff --git a/docs/_build/html/_modules/tidypandas/tidyframe_class.html b/docs/_build/html/_modules/tidypandas/tidyframe_class.html
index c92f820..6749aa3 100644
--- a/docs/_build/html/_modules/tidypandas/tidyframe_class.html
+++ b/docs/_build/html/_modules/tidypandas/tidyframe_class.html
@@ -186,6 +186,7 @@ 
    Source code for tidypandas.tidyframe_class
                                                 _is_kwargable,
                                             _is_valid_colname,
                                             _is_string_or_string_list,
+                                            _is_tidyselect_compatible,
                                             _enlist,
                                             _get_unique_names,
                                             _is_unique_list,
@@ -195,8 +196,14 @@ 
    Source code for tidypandas.tidyframe_class
                                                 _coerce_pdf,
                                             _is_nested,
                                             _flatten_strings,
+                                            _flatten_list,
                                             _nested_is_unique
                                         )
+from tidypandas.tidyselect import (
+                                    starts_with,
+                                    ends_with,
+                                    contains
+                                  )
 import tidypandas.format as tidy_fmt
 
 
@@ -841,6 +848,16 @@ 
    Source code for tidypandas.tidyframe_class
                 )
         
         return None
    
+
+
    [docs]    def _get_simplified_column_names(self, column_names):
+        assert _is_tidyselect_compatible(column_names),\
+                "arg 'column_names' should be tidyselect compatible"
+        column_names = _enlist(column_names)
+        column_names = [x(self) if callable(x) else x for x in column_names]
+        column_names = _flatten_list(column_names)
+        column_names = list(dict.fromkeys(column_names))
+        self._validate_column_names(column_names)
+        return column_names
    
       
 
    [docs]    def _clean_order_by(self, order_by):
         
@@ -1001,7 +1018,7 @@ 
    Source code for tidypandas.tidyframe_class
                 raise Exception("'name' should not start with an underscore")
         
         if name in cn:
-            raise Expection("'name' should not be an existing column name.")
+            raise Exception("'name' should not be an existing column name.")
             
         if by is None:
             po = self.__data.assign(**{name : np.arange(nr)})
@@ -1290,8 +1307,8 @@ 
    Source code for tidypandas.tidyframe_class
                                         )
             column_names = list(np.array(cn)[col_bool_list])
         else:
-            self._validate_column_names(column_names)
-            column_names = _enlist(column_names)
+            column_names = self._get_simplified_column_names(column_names)
+            
         
         if not include:
             column_names = list(setlist(cn).difference(column_names))
@@ -1345,8 +1362,7 @@ 
    Source code for tidypandas.tidyframe_class
             >>> penguins_tidy.relocate(["island", "species"], after = "year")
         '''
         
-        self._validate_column_names(column_names) 
-        column_names = _enlist(column_names)
+        column_names = self._get_simplified_column_names(column_names)
         cn = self.colnames
          
         assert not ((before is not None) and (after is not None)),\
@@ -1577,8 +1593,6 @@ 
    Source code for tidypandas.tidyframe_class
             
         Parameters
         ----------
-        column_names : list of strings
-            column names to order by.
         order_by: str, list, tuple
             column names and asc/desc tuples. See examples.
         na_position : str, optional
@@ -2225,18 +2239,13 @@ 
    Source code for tidypandas.tidyframe_class
             
         # use column_names
         if column_names is not None:
-            assert isinstance(column_names, list)
-            assert all([isinstance(acol, str) for acol in column_names])
+            # assert isinstance(column_names, list)
+            # assert all([isinstance(acol, str) for acol in column_names])
+            column_names = self._get_simplified_column_names(column_names)
         # use predicate to assign appropriate column_names
         else:
             mask = list(self.__data.apply(predicate, axis = 0))
-            assert all([isinstance(x, bool) for x in mask])(self.group_modify(lambda chunk: chunk.query(query)
-                                             , by = by
-                                             , is_pandas_udf = True
-                                             , preserve_row_order = True
-                                             , row_order_column_name = ro_name
-                                             )
-                               )
+            assert all([isinstance(x, bool) for x in mask])
             column_names = self.__data.columns[mask]
         
         # make a copy of the dataframe and apply mutate in order
@@ -2484,15 +2493,15 @@ 
    Source code for tidypandas.tidyframe_class
             cn = self.colnames
         summary_dict = {}
         
-        def _validate_rhs_val(akey, rhs_val):
-            if not pd.isna(rhs_val):
-                if not np.isscalar(rhs_val):
-                    if not (len(rhs_val) == 1 and np.isscalar(rhs_val[0])):
-                        raise Exception((f"Summarised value for key {akey} does not"
-                                         " turn out to be a scalar or cannot be "
-                                         "converted to a scalar")
-                                        )
-            return None
+        # def _validate_rhs_val(akey, rhs_val):
+        #     if not pd.isna(rhs_val):
+        #         if not np.isscalar(rhs_val):
+        #             if not (len(rhs_val) == 1 and np.isscalar(rhs_val[0])):
+        #                 raise Exception((f"Summarised value for key {akey} does not"
+        #                                  " turn out to be a scalar or cannot be "
+        #                                  "converted to a scalar")
+        #                                 )
+        #     return None
         
         for akey in dictionary:
             
@@ -2526,12 +2535,12 @@ 
    Source code for tidypandas.tidyframe_class
                             else:
                             rhs_val = rhs(self.__data)
                             
-                        _validate_rhs_val(akey, rhs_val)
+                        #_validate_rhs_val(akey, rhs_val)
                         summary_dict[akey] = rhs_val
                     else:
                         rhs = eval("lambda x, **kwargs: " + rhs)
                         rhs_val = rhs(self.__data, **kwargs)
-                        _validate_rhs_val(akey, rhs_val)
+                        #_validate_rhs_val(akey, rhs_val)
                         summary_dict[akey] = rhs_val
                                  
                 # 2. assign via simple function
@@ -2561,7 +2570,7 @@ 
    Source code for tidypandas.tidyframe_class
                             else:
                             rhs_val = rhs[0](*[self.__data[acol] for acol in cols])
                             
-                        _validate_rhs_val(akey, rhs_val)
+                        #_validate_rhs_val(akey, rhs_val)
                         summary_dict[akey] = rhs_val
                     else:
                         # string case
@@ -2576,7 +2585,7 @@ 
    Source code for tidypandas.tidyframe_class
                                        )
                       
                         rhs_val = fun(*[self.__data[acol] for acol in cols], **kwargs)
-                        _validate_rhs_val(akey, rhs_val)
+                        #_validate_rhs_val(akey, rhs_val)
                         summary_dict[akey] = rhs_val
                 else:
                     raise Exception((f"RHS for key '{akey}' should be in some "
@@ -2595,7 +2604,7 @@ 
    Source code for tidypandas.tidyframe_class
                         else:
                         rhs_val = rhs(self.__data)
                         
-                    [_validate_rhs_val(akey, x) for x in rhs_val]
+                    #[_validate_rhs_val(akey, x) for x in rhs_val]
                         
                     assert (isinstance(rhs_val, list) 
                             and len(rhs_val) == len(akey)
@@ -2643,7 +2652,7 @@ 
    Source code for tidypandas.tidyframe_class
                                        )  
                         rhs_val = fun(*[self.__data[acol] for acol in cols], **kwargs)
                         
-                    [_validate_rhs_val(akey, x) for x in rhs_val]
+                    #[_validate_rhs_val(akey, x) for x in rhs_val]
                     
                     assert (isinstance(rhs_val, list) 
                             and len(rhs_val) == len(akey)
@@ -2658,7 +2667,12 @@ 
    Source code for tidypandas.tidyframe_class
                         raise Exception((f"RHS for key '{akey}' should be in some "
                                      "standard form"
                                      ))
-                                     
+        
+        # If summarise results an iterable, to wrap it in a list before creating the dataframe
+        for k in summary_dict:
+            if hasattr(summary_dict[k], "__iter__"):
+                summary_dict[k] = [summary_dict[k]]
+
         res = pd.DataFrame(summary_dict, index = [0])
         return tidyframe(res, copy = False, check = False)
    
   
@@ -2806,8 +2820,9 @@ 
    Source code for tidypandas.tidyframe_class
                 
             # use column_names
             if column_names is not None:
-                self._validate_column_names(column_names)
-                column_names = _enlist(column_names)
+                # self._validate_column_names(column_names)
+                # column_names = _enlist(column_names)
+                column_names = self._get_simplified_column_names(column_names)
             # use predicate to assign appropriate column_names
             else:
                 mask = list(self.__data.apply(predicate, axis = 0))
@@ -3960,19 +3975,21 @@ 
    Source code for tidypandas.tidyframe_class
             
         cn = self.colnames
         
-        assert _is_string_or_string_list(names_from),\
-            "arg 'names_from' should be string or a list of strings"
-        names_from = _enlist(names_from)
-        assert _is_unique_list(names_from),\
-            "arg 'names_from' should have unique strings"
-        assert set(names_from).issubset(cn),\
-            "arg 'names_from' should be a subset of existing column names"
-        
-        assert _is_string_or_string_list(values_from),\
-            "arg 'values_from' should be string or a list of strings"
-        values_from = _enlist(values_from)
-        assert set(values_from).issubset(cn),\
-            "arg 'names_from' should have unique strings"
+        # assert _is_string_or_string_list(names_from),\
+        #     "arg 'names_from' should be string or a list of strings"
+        # names_from = _enlist(names_from)
+        # assert _is_unique_list(names_from),\
+        #     "arg 'names_from' should have unique strings"
+        # assert set(names_from).issubset(cn),\
+        #     "arg 'names_from' should be a subset of existing column names"
+        names_from = self._get_simplified_column_names(names_from)
+        
+        # assert _is_string_or_string_list(values_from),\
+        #     "arg 'values_from' should be string or a list of strings"
+        # values_from = _enlist(values_from)
+        # assert set(values_from).issubset(cn),\
+        #     "arg 'names_from' should have unique strings"
+        values_from = self._get_simplified_column_names(values_from)
         assert len(set(values_from).intersection(names_from)) == 0,\
             ("arg 'names_from' and 'values_from' should not "
              "have common column names"
@@ -3990,11 +4007,12 @@ 
    Source code for tidypandas.tidyframe_class
                 else:
                 print("'id_cols' chosen: " + str(id_cols))
         else:
-            assert _is_string_or_string_list(id_cols),\
-                "arg 'id_cols' should be string or a list of strings"
-            id_cols = _enlist(id_cols)
-            assert _is_unique_list(id_cols),\
-                "arg 'id_cols' should have unique strings"
+            # assert _is_string_or_string_list(id_cols),\
+            #     "arg 'id_cols' should be string or a list of strings"
+            # id_cols = _enlist(id_cols)
+            # assert _is_unique_list(id_cols),\
+            #     "arg 'id_cols' should have unique strings"
+            id_cols = self._get_simplified_column_names(id_cols)
             assert len(set(id_cols).intersection(names_values_from)) == 0,\
                 ("arg 'id_cols' should not have common names with either "
                  "'names_from' or 'values_from'"
@@ -4139,11 +4157,12 @@ 
    Source code for tidypandas.tidyframe_class
             '''
         # assertions
         cn = self.colnames
-        assert _is_string_or_string_list(cols),\
-            "arg 'cols' should be a string or a list of strings"
-        cols = _enlist(cols)
-        assert set(cols).issubset(cn),\
-            "arg 'cols' should be a subset of existing column names"
+        # assert _is_string_or_string_list(cols),\
+        #     "arg 'cols' should be a string or a list of strings"
+        # cols = _enlist(cols)
+        # assert set(cols).issubset(cn),\
+        #     "arg 'cols' should be a subset of existing column names"
+        cols = self._get_simplified_column_names(cols)
         assert isinstance(include, bool),\
             "arg 'include' should be a bool"
         if not include:
@@ -5077,8 +5096,9 @@ 
    Source code for tidypandas.tidyframe_class
             '''
         cn = self.colnames
         if column_names is not None:
-            self._validate_column_names(column_names)
-            column_names = _enlist(column_names)
+            # self._validate_column_names(column_names)
+            # column_names = _enlist(column_names)
+            column_names = self._get_simplified_column_names(column_names)
         else:
             column_names = cn
         
@@ -5348,13 +5368,13 @@ 
    Source code for tidypandas.tidyframe_class
             >>> df.separate('col', into = ["col_1", "col_2"], sep = "_", strict = False)
         '''
         
-        
+        column_names = self._get_simplified_column_names(column_names)
         def reduce_join(df, columns, sep):
             assert len(columns) > 1
             slist = [df[x].astype(str) for x in columns]
             red_series = functools.reduce(lambda x, y: x + sep + y, slist[1:], slist[0])
             return red_series.to_frame(name = into)
-                
+        
         joined = reduce_join(self.__data, column_names, sep)
         
         if not keep:
@@ -5552,8 +5572,9 @@ 
    Source code for tidypandas.tidyframe_class
             '''
         
         cn = self.colnames
-        self._validate_column_names(column_names)
-        column_names = _enlist(column_names)
+        # self._validate_column_names(column_names)
+        # column_names = _enlist(column_names)
+        column_names = self._get_simplified_column_names(column_names)
         if not include:
             column_names = list(setlist(cn).difference(column_names))
         by = list(setlist(cn).difference(column_names))
diff --git a/docs/_build/html/_modules/tidypandas/tidyselect.html b/docs/_build/html/_modules/tidypandas/tidyselect.html
new file mode 100644
index 0000000..2ce18b6
--- /dev/null
+++ b/docs/_build/html/_modules/tidypandas/tidyselect.html
@@ -0,0 +1,227 @@
+
+
+
+
+  
+    
+    
+    tidypandas.tidyselect — tidypandas  documentation
+    
+  
+  
+
+
+    
+  
+  
+  
+
+    
+    
+    
+    
+    
+  
+  
+
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+
+    
+    
+  
+  
+    
+    
+
+    
+    
+    
+
+    
    
+      
    
+          
+            
+            
+            
    
+              
    
+  
+  
+
    
+              
    
+              
    
+              
    
+            
    
+            
+          
+
+          
+          
    
+            
+          
    
+          
+
+          
+          
+            
+          
+          
    
+              
+              
    
+                
+  
    Source code for tidypandas.tidyselect
    +
    [docs]def starts_with(prefix):
+    assert(isinstance(prefix, str))
+    def _starts_with_(tidy_df, prefix=prefix):
+        cn = tidy_df.colnames
+        sel_cn = list(filter(lambda x: x[0:len(prefix)] == prefix, cn))
+        return sel_cn
+    return _starts_with_
    
+
+
+
    [docs]def ends_with(suffix):
+    assert(isinstance(suffix, str))
+    def _ends_with_(tidy_df, suffix=suffix):
+        cn = tidy_df.colnames
+        sel_cn = list(filter(lambda x: x[-len(suffix):] == suffix, cn))
+        return sel_cn
+    return _ends_with_
    
+
+
    [docs]def contains(pattern):
+    assert(isinstance(pattern, str))
+    def _contains_(tidy_df, pattern=pattern):
+        cn = tidy_df.colnames
+        sel_cn = list(filter(lambda x: x.find(pattern) > -1, cn))
+        return sel_cn
+    return _contains_
    
+
+
+
+        
+
    
+
+              
    
+              
+              
+              
+
    
+
    
+              
+          
    
+          
+
+      
    
+    
    
+  
+  
+  
+
    
+  
    
+    
+    
    
+      
    
+    © Copyright MIT License.
    
+
    
+    
    
+    
+    
    
+      
    
+Created using Sphinx 4.5.0.
    
+
    
+    
    
+    
+  
    
+
    
+  
+
\ No newline at end of file
diff --git a/docs/_build/html/_sources/autoapi/tidypandas/_unexported_utils/index.rst.txt b/docs/_build/html/_sources/autoapi/tidypandas/_unexported_utils/index.rst.txt
index 621fb36..d16f444 100644
--- a/docs/_build/html/_sources/autoapi/tidypandas/_unexported_utils/index.rst.txt
+++ b/docs/_build/html/_sources/autoapi/tidypandas/_unexported_utils/index.rst.txt
@@ -16,6 +16,7 @@ Functions
    tidypandas._unexported_utils._is_kwargable
    tidypandas._unexported_utils._is_valid_colname
    tidypandas._unexported_utils._is_string_or_string_list
+   tidypandas._unexported_utils._is_tidyselect_compatible
    tidypandas._unexported_utils._enlist
    tidypandas._unexported_utils._get_unique_names
    tidypandas._unexported_utils._is_unique_list
@@ -25,6 +26,7 @@ Functions
    tidypandas._unexported_utils._coerce_pdf
    tidypandas._unexported_utils._is_nested
    tidypandas._unexported_utils._flatten_strings
+   tidypandas._unexported_utils._flatten_list
    tidypandas._unexported_utils._nested_is_unique
 
 
@@ -67,6 +69,42 @@ Functions
 
 
 
+   ..
+       !! processed by numpydoc !!
+
+.. py:function:: _is_tidyselect_compatible(x)
+
+   
+   Check whether the input is a string or a tidyselect closure or a list of strings and/or tidyselect closures
+
+   :param x: Any python object
+   :type x: object
+
+   :returns: * *bool*
+             * *True if input is a string or a list of strings*
+
+   .. rubric:: Examples
+
+   >>> _is_tidyselect_compatible("bar")      # True
+   >>> _is_tidyselect_compatible(["bar"])    # True
+   >>> _is_tidyselect_compatible(("bar",))   # False
+   >>> _is_tidyselect_compatible(["bar", 1]) # False
+   >>> _is_tidyselect_compatible(["bar", ends_with("_mean")]) # True
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    ..
        !! processed by numpydoc !!
 
@@ -211,6 +249,9 @@ Functions
 .. py:function:: _flatten_strings(x)
 
 
+.. py:function:: _flatten_list(x)
+
+
 .. py:function:: _nested_is_unique(x)
 
 
diff --git a/docs/_build/html/_sources/autoapi/tidypandas/index.rst.txt b/docs/_build/html/_sources/autoapi/tidypandas/index.rst.txt
index 89e31d2..426707a 100644
--- a/docs/_build/html/_sources/autoapi/tidypandas/index.rst.txt
+++ b/docs/_build/html/_sources/autoapi/tidypandas/index.rst.txt
@@ -16,6 +16,7 @@ Submodules
    tidy_accessor/index.rst
    tidy_utils/index.rst
    tidyframe_class/index.rst
+   tidyselect/index.rst
 
 
 Package Contents
@@ -30,6 +31,16 @@ Classes
 
 
 
+Functions
+~~~~~~~~~
+
+.. autoapisummary::
+
+   tidypandas.starts_with
+   tidypandas.ends_with
+   tidypandas.contains
+
+
 
 .. py:class:: tidyframe(*args, **kwargs)
 
@@ -500,6 +511,9 @@ Classes
    .. py:method:: _validate_column_names(column_names)
 
 
+   .. py:method:: _get_simplified_column_names(column_names)
+
+
    .. py:method:: _clean_order_by(order_by)
 
 
@@ -883,8 +897,6 @@ Classes
       
       Orders the rows by the values of selected columns
 
-      :param column_names: column names to order by.
-      :type column_names: list of strings
       :param order_by: column names and asc/desc tuples. See examples.
       :type order_by: str, list, tuple
       :param na_position: One among: 'first', 'last'. The default is 'last'.
@@ -3286,3 +3298,12 @@ Classes
           !! processed by numpydoc !!
 
 
+.. py:function:: starts_with(prefix)
+
+
+.. py:function:: ends_with(suffix)
+
+
+.. py:function:: contains(pattern)
+
+
diff --git a/docs/_build/html/_sources/autoapi/tidypandas/tidy_accessor/index.rst.txt b/docs/_build/html/_sources/autoapi/tidypandas/tidy_accessor/index.rst.txt
index b4b7cdf..1ef9d40 100644
--- a/docs/_build/html/_sources/autoapi/tidypandas/tidy_accessor/index.rst.txt
+++ b/docs/_build/html/_sources/autoapi/tidypandas/tidy_accessor/index.rst.txt
@@ -134,25 +134,25 @@ Classes
    .. py:method:: summarise(dictionary=None, func=None, column_names=None, predicate=None, prefix='', by=None, **kwargs)
 
 
-   .. py:method:: inner_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')
+   .. py:method:: inner_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])
 
 
-   .. py:method:: full_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')
+   .. py:method:: full_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])
 
 
-   .. py:method:: left_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')
+   .. py:method:: left_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])
 
 
-   .. py:method:: right_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')
+   .. py:method:: right_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])
 
 
-   .. py:method:: semi_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')
+   .. py:method:: semi_join(y, on=None, on_x=None, on_y=None, sort=True)
 
 
-   .. py:method:: anti_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')
+   .. py:method:: anti_join(y, on=None, on_x=None, on_y=None, sort=True)
 
 
-   .. py:method:: cross_join(y, sort=True, suffix_y='_y')
+   .. py:method:: cross_join(y, sort=True, suffix=['', '_y'])
 
 
    .. py:method:: cbind(y)
diff --git a/docs/_build/html/_sources/autoapi/tidypandas/tidyframe_class/index.rst.txt b/docs/_build/html/_sources/autoapi/tidypandas/tidyframe_class/index.rst.txt
index 204b9e1..3fda130 100644
--- a/docs/_build/html/_sources/autoapi/tidypandas/tidyframe_class/index.rst.txt
+++ b/docs/_build/html/_sources/autoapi/tidypandas/tidyframe_class/index.rst.txt
@@ -486,6 +486,9 @@ Classes
    .. py:method:: _validate_column_names(column_names)
 
 
+   .. py:method:: _get_simplified_column_names(column_names)
+
+
    .. py:method:: _clean_order_by(order_by)
 
 
@@ -869,8 +872,6 @@ Classes
       
       Orders the rows by the values of selected columns
 
-      :param column_names: column names to order by.
-      :type column_names: list of strings
       :param order_by: column names and asc/desc tuples. See examples.
       :type order_by: str, list, tuple
       :param na_position: One among: 'first', 'last'. The default is 'last'.
diff --git a/docs/_build/html/_sources/autoapi/tidypandas/tidyselect/index.rst.txt b/docs/_build/html/_sources/autoapi/tidypandas/tidyselect/index.rst.txt
new file mode 100644
index 0000000..373c643
--- /dev/null
+++ b/docs/_build/html/_sources/autoapi/tidypandas/tidyselect/index.rst.txt
@@ -0,0 +1,30 @@
+:py:mod:`tidypandas.tidyselect`
+===============================
+
+.. py:module:: tidypandas.tidyselect
+
+
+Module Contents
+---------------
+
+
+Functions
+~~~~~~~~~
+
+.. autoapisummary::
+
+   tidypandas.tidyselect.starts_with
+   tidypandas.tidyselect.ends_with
+   tidypandas.tidyselect.contains
+
+
+
+.. py:function:: starts_with(prefix)
+
+
+.. py:function:: ends_with(suffix)
+
+
+.. py:function:: contains(pattern)
+
+
diff --git a/docs/_build/html/autoapi/index.html b/docs/_build/html/autoapi/index.html
index f65a532..7660867 100644
--- a/docs/_build/html/autoapi/index.html
+++ b/docs/_build/html/autoapi/index.html
@@ -208,6 +208,15 @@
      
     
    
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
@@ -261,6 +270,7 @@ 
    API Referencetidypandas.tidy_accessor
 
  • tidypandas.tidy_utils
    • 
 
  • tidypandas.tidyframe_class
    • 
+
  • tidypandas.tidyselect
    • 
 
 
 
diff --git a/docs/_build/html/autoapi/tidypandas/_unexported_utils/index.html b/docs/_build/html/autoapi/tidypandas/_unexported_utils/index.html
index c8208c8..268c297 100644
--- a/docs/_build/html/autoapi/tidypandas/_unexported_utils/index.html
+++ b/docs/_build/html/autoapi/tidypandas/_unexported_utils/index.html
@@ -208,6 +208,15 @@
      
     
    
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
@@ -258,6 +267,11 @@
        _is_string_or_string_list
       
      
+     
  • 
+      
+       _is_tidyselect_compatible
+      
+     
    • 
      
  • 
       
        _enlist
@@ -303,6 +317,11 @@
        _flatten_strings
       
      
    • 
+     
  • 
+      
+       _flatten_list
+      
+     
    • 
      
  • 
       
        _nested_is_unique
@@ -354,31 +373,37 @@ 
    Functions
    _is_string_or_string_list(x)
    
 
    Check whether the input is a string or a list of strings
    
 
-
    _enlist(x)
    
+
    _is_tidyselect_compatible(x)
    
+
    Check whether the input is a string or a tidyselect closure or a list of strings and/or tidyselect closures
    
+
+
    _enlist(x)
    
 
    Returns the input in a list (as first element of the list) unless input itself is a list
    
 
-
    _get_unique_names(strings)
    
+
    _get_unique_names(strings)
    
 
    Returns a list of same length as the input such that elements are unique. This is done by adding '_1'. The resulting list does not alter nth element if the nth element occurs for the first time in the input list starting from left.
    
 
-
    _is_unique_list(x)
    
+
    _is_unique_list(x)
    
 
    Returns True if input list does not have duplicates
    
 
-
    _get_dtype_dict(pdf)
    
+
    _get_dtype_dict(pdf)
    
 
    
 
-
    _generate_new_string(strings)
    
+
    _generate_new_string(strings)
    
 
    
 
-
    _coerce_series(aseries)
    
+
    _coerce_series(aseries)
    
 
    _coerce_series
    
 
-
    _coerce_pdf(pdf)
    
+
    _coerce_pdf(pdf)
    
 
    
 
-
    _is_nested(x)
    
+
    _is_nested(x)
    
 
    
 
-
    _flatten_strings(x)
    
+
    _flatten_strings(x)
    
+
    
+
+
    _flatten_list(x)
    
 
    
 
 
    _nested_is_unique(x)
    
@@ -421,6 +446,32 @@ 
    Functions
+
    
+tidypandas._unexported_utils._is_tidyselect_compatible(x)[source]#
    
+
    Check whether the input is a string or a tidyselect closure or a list of strings and/or tidyselect closures
    
+
    
+
    Parameters
    
+
    x (object) – Any python object
    
+
    
+
    Returns
    
+
      
+
    • bool
      • 
+
    • True if input is a string or a list of strings
      • 
+
    
+
    
+
    
+
    
+
    Examples
    
+
    >>> _is_tidyselect_compatible("bar")      # True
+>>> _is_tidyselect_compatible(["bar"])    # True
+>>> _is_tidyselect_compatible(("bar",))   # False
+>>> _is_tidyselect_compatible(["bar", 1]) # False
+>>> _is_tidyselect_compatible(["bar", ends_with("_mean")]) # True
+
    
+
    
+
    
+
 
    
 
    
 tidypandas._unexported_utils._enlist(x)[source]#
    
@@ -521,6 +572,11 @@ 
    Functionstidypandas._unexported_utils._flatten_strings(x)[source]#
 
    
 
+
    
+
    
+tidypandas._unexported_utils._flatten_list(x)[source]#
    
+
    
+
 
    
 
    
 tidypandas._unexported_utils._nested_is_unique(x)[source]#
    
diff --git a/docs/_build/html/autoapi/tidypandas/format/index.html b/docs/_build/html/autoapi/tidypandas/format/index.html
index f95e0a4..180531c 100644
--- a/docs/_build/html/autoapi/tidypandas/format/index.html
+++ b/docs/_build/html/autoapi/tidypandas/format/index.html
@@ -208,6 +208,15 @@
      
     
    
    • 
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
diff --git a/docs/_build/html/autoapi/tidypandas/index.html b/docs/_build/html/autoapi/tidypandas/index.html
index c85927c..2d4e80b 100644
--- a/docs/_build/html/autoapi/tidypandas/index.html
+++ b/docs/_build/html/autoapi/tidypandas/index.html
@@ -208,6 +208,15 @@
      
     
    
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
@@ -247,6 +256,11 @@
     
      Classes
     
+   
+   
  • 
+    
+     Functions
+    
     
      
    • 
+     
  • 
+      
+       starts_with
+      
+     
    • 
+     
  • 
+      
+       ends_with
+      
+     
    • 
+     
  • 
+      
+       contains
+      
+     
    • 
     
    
   
@@ -742,6 +776,7 @@ 
    Submodulestidypandas.tidy_accessor
 
  • tidypandas.tidy_utils
    • 
 
  • tidypandas.tidyframe_class
    • 
+
  • tidypandas.tidyselect
    • 
 
 
    
 
@@ -760,6 +795,26 @@ 
    Classes
+
    Functions#
    
+
++++
+
+
+
+
+
+
+
+
+
+
+
+
    



    starts_with(prefix)
    ends_with(suffix)
    contains(pattern)
    
 
    
 
    
 class tidypandas.tidyframe(*args, **kwargs)[source]#
    
@@ -1210,6 +1265,11 @@ 
    Classes_validate_column_names(column_names)[source]#
 
    
 
+
    
+
    
+_get_simplified_column_names(column_names)[source]#
    
+
    
+
 
    
 
    
 _clean_order_by(order_by)[source]#
    
@@ -1508,7 +1568,6 @@ 
    Classes
 
    Parameters
    
 
    
+
+
    
+
    
+tidypandas.ends_with(suffix)[source]#
    
+
    
+
+
    
+
    
+tidypandas.contains(pattern)[source]#
    
+
    
+
 
 
 
diff --git a/docs/_build/html/autoapi/tidypandas/series_utils/index.html b/docs/_build/html/autoapi/tidypandas/series_utils/index.html
index 72cebb1..7fc670e 100644
--- a/docs/_build/html/autoapi/tidypandas/series_utils/index.html
+++ b/docs/_build/html/autoapi/tidypandas/series_utils/index.html
@@ -208,6 +208,15 @@
      
     
    
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
diff --git a/docs/_build/html/autoapi/tidypandas/tidy_accessor/index.html b/docs/_build/html/autoapi/tidypandas/tidy_accessor/index.html
index 61bac3c..42055bd 100644
--- a/docs/_build/html/autoapi/tidypandas/tidy_accessor/index.html
+++ b/docs/_build/html/autoapi/tidypandas/tidy_accessor/index.html
@@ -208,6 +208,15 @@
      
     
    
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
@@ -718,37 +727,37 @@ 
    Classes
 
    
-inner_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')[source]#
    
+inner_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])[source]#
 
    
 
 
    
 
    
-full_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')[source]#
    
+full_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])[source]#
 
    
 
 
    
 
    
-left_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')[source]#
    
+left_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])[source]#
 
    
 
 
    
 
    
-right_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')[source]#
    
+right_join(y, on=None, on_x=None, on_y=None, sort=True, suffix=['', '_y'])[source]#
 
    
 
 
    
 
    
-semi_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')[source]#
    
+semi_join(y, on=None, on_x=None, on_y=None, sort=True)[source]#
 
    
 
 
    
 
    
-anti_join(y, on=None, on_x=None, on_y=None, sort=True, suffix_y='_y')[source]#
    
+anti_join(y, on=None, on_x=None, on_y=None, sort=True)[source]#
 
    
 
 
    
 
    
-cross_join(y, sort=True, suffix_y='_y')[source]#
    
+cross_join(y, sort=True, suffix=['', '_y'])[source]#
 
    
 
 
    
diff --git a/docs/_build/html/autoapi/tidypandas/tidy_utils/index.html b/docs/_build/html/autoapi/tidypandas/tidy_utils/index.html
index 0828617..ec4e04c 100644
--- a/docs/_build/html/autoapi/tidypandas/tidy_utils/index.html
+++ b/docs/_build/html/autoapi/tidypandas/tidy_utils/index.html
@@ -208,6 +208,15 @@
      
     
    
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
diff --git a/docs/_build/html/autoapi/tidypandas/tidyframe_class/index.html b/docs/_build/html/autoapi/tidypandas/tidyframe_class/index.html
index a96e4b0..f612757 100644
--- a/docs/_build/html/autoapi/tidypandas/tidyframe_class/index.html
+++ b/docs/_build/html/autoapi/tidypandas/tidyframe_class/index.html
@@ -39,7 +39,7 @@
     
     
     
-    
+    
     
     
     
@@ -208,6 +208,15 @@
      
     
    
+   
  • 
+    
+     
+      
+       tidypandas.tidyselect
+      
+     
+    
+   
    • 
   
  
 
@@ -398,6 +407,11 @@
          _validate_column_names
         
        
+       
  • 
+        
+         _get_simplified_column_names
+        
+       
    • 
        
  • 
         
          _clean_order_by
@@ -1192,6 +1206,11 @@ 
    Classes_validate_column_names(column_names)[source]#
 
    • 
 
+
    
+
    
+_get_simplified_column_names(column_names)[source]#
    
+
    
+
 
    
 
    
 _clean_order_by(order_by)[source]#
    
@@ -1490,7 +1509,6 @@ 
    Classes
 
    Parameters
    
 
    
     
-    
+    
     
    
         
    next
    
-        
    Changelog
    
+        
    tidypandas.tidyselect
    
     
    
     
         
diff --git a/docs/_build/html/autoapi/tidypandas/tidyselect/index.html b/docs/_build/html/autoapi/tidypandas/tidyselect/index.html
new file mode 100644
index 0000000..dec5451
--- /dev/null
+++ b/docs/_build/html/autoapi/tidypandas/tidyselect/index.html
@@ -0,0 +1,385 @@
+
+
+
+
+  
+    
+    
+
+    tidypandas.tidyselect — tidypandas  documentation
+    
+  
+  
+
+
+    
+  
+  
+  
+
+    
+    
+    
+    
+    
+  
+  
+
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+
+    
+    
+  
+  
+    
+    
+
+    
+    
+    
+
+    
    
+      
    
+          
+            
+            
+            
    
+              
    
+  
+  
+
    
+              
    
+              
    
+              
    
+            
    
+            
+          
+
+          
+          
    
+            
+              
+              
    
+                
+
    
+     On this page
+
    
+
+
+              
    
+              
+              
    
+                
+              
    
+              
+            
+          
    
+          
+
+          
+          
+            
+          
+          
    
+              
+              
    
+                
+  
    
+
    tidypandas.tidyselect#
    
+
    
+
    Module Contents#
    
+
    
+
    Functions#
    
+
++++
+
+
+
+
+
+
+
+
+
+
+
+
    



    starts_with(prefix)
    ends_with(suffix)
    contains(pattern)
    
+
    
+
    
+tidypandas.tidyselect.starts_with(prefix)[source]#
    
+
    
+
+
    
+
    
+tidypandas.tidyselect.ends_with(suffix)[source]#
    
+
    
+
+
    
+
    
+tidypandas.tidyselect.contains(pattern)[source]#
    
+
    
+
+
    
+
    
+
    
+
+
+              
    
+              
+              
+              
+
    
+    
+        
+        
    
+            
    previous
    
+            
    tidypandas.tidyframe_class
    
+        
    
+        
+    
+    
    
+        
    next
    
+        
    Changelog
    
+    
    
+    
+        
+
    
+              
+          
    
+          
+
+      
    
+    
    
+  
+  
+  
+
    
+  
    
+    
+    
    
+      
    
+    © Copyright MIT License.
    
+
    
+    
    
+    
+    
    
+      
    
+Created using Sphinx 4.5.0.
    
+
    
+    
    
+    
+  
    
+
    
+  
+
\ No newline at end of file
diff --git a/docs/_build/html/changelog.html b/docs/_build/html/changelog.html
index 855f396..29d16a6 100644
--- a/docs/_build/html/changelog.html
+++ b/docs/_build/html/changelog.html
@@ -39,7 +39,7 @@
     
     
     
-    
+    
     
     
     
@@ -161,12 +161,17 @@
 
    
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index 1861742..726ea0a 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -244,6 +244,8 @@ 
    _
    
         
  • (tidypandas.tidyframe_class.tidyframe method)
 
    • 
       
+      
  • _flatten_list() (in module tidypandas._unexported_utils)
+
    • 
       
  • _flatten_strings() (in module tidypandas._unexported_utils)
 
    • 
       
  • _generate_new_string() (in module tidypandas._unexported_utils)
@@ -254,16 +256,24 @@ 
    _
    
 
    • 
       
  • _get_formatted_values() (tidypandas.format.TidyNotebookFormatter method)
 
    • 
+      
  • _get_simplified_column_names() (tidypandas.tidyframe method)
+
+      
    • 
       
  • _get_unique_names() (in module tidypandas._unexported_utils)
 
    • 
       
  • _is_kwargable() (in module tidypandas._unexported_utils)
 
    • 
       
  • _is_nested() (in module tidypandas._unexported_utils)
-
    • 
-      
  • _is_string_or_string_list() (in module tidypandas._unexported_utils)
 
    • 
   
   
-  
-  
+  
      
+      
    • contains() (in module tidypandas)
+
+      
      • 
       
    • count() (tidypandas.tidy_accessor.tp method)
@@ -500,6 +516,12 @@ 
      D
      
 
      E
      
 
@@ -997,6 +1021,12 @@ 
      S
    • (tidypandas.tidyframe method)
 
    • (tidypandas.tidyframe_class.tidyframe method)
+
      • 
+      
+      
    • starts_with() (in module tidypandas)
+
+      
    • summarise() (tidypandas.tidy_accessor.tp method)
@@ -1092,6 +1122,13 @@ 
      T
      
 
       
      • 
+      
    • 
+    tidypandas.tidyselect
+
+      
    • to_html() (tidypandas.format.TidyDataFrameRenderer method)
diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv
index e731e17..41d49b4 100644
Binary files a/docs/_build/html/objects.inv and b/docs/_build/html/objects.inv differ
diff --git a/docs/_build/html/py-modindex.html b/docs/_build/html/py-modindex.html
index 20b1118..c85f698 100644
--- a/docs/_build/html/py-modindex.html
+++ b/docs/_build/html/py-modindex.html
@@ -210,6 +210,11 @@ 
      Python Module Index
      
        
      • 
+     
+       
+       
      
   
         
         
       
          
        tidypandas.tidyframe_class
        
         
+       tidypandas.tidyselect
+       
      
    
      
 
 
diff --git a/docs/_build/html/searchindex.js b/docs/_build/html/searchindex.js
index e40bdaf..1945223 100644
--- a/docs/_build/html/searchindex.js
+++ b/docs/_build/html/searchindex.js
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\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 4d08def..d3dace8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "tidypandas"
-version = "0.2.6"
+version = "0.3.0"
 description = "A grammar of data manipulation for pandas inspired by tidyverse"
 authors = ["Srikanth Komala Sheshachala ", "Ashish Raj "]
 maintainers = ["Srikanth Komala Sheshachala ", "Ashish Raj "]